{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# k-Nearest Neighbor (kNN) exercise\n",
    "\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "The kNN classifier consists of two stages:\n",
    "\n",
    "- During training, the classifier takes the training data and simply remembers it\n",
    "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
    "- The value of k is cross-validated\n",
    "\n",
    "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print ('Training data shape: ', X_train.shape)\n",
    "print ('Training labels shape: ', y_train.shape)\n",
    "print ('Test data shape: ', X_test.shape)\n",
    "print ('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 70 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = range(num_training)\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = range(num_test)\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print (X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n",
    "\n",
    "1. First we must compute the distances between all test examples and all train examples. \n",
    "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n",
    "\n",
    "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n",
    "\n",
    "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print (dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inline Question #1:** Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n",
    "\n",
    "- What in the data is the cause behind the distinctly bright rows?\n",
    "- What causes the columns?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Your Answer**: *fill this in.*\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print ('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 139 / 500 correct => accuracy: 0.278000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=5)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print ('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see a slightly better performance than with `k = 1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print ('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "  print ('Good! The distance matrices are the same')\n",
    "else:\n",
    "  print ('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print ('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "  print ('Good! The distance matrices are the same')\n",
    "else:\n",
    "  print ('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two loop version took 58.684162 seconds\n",
      "One loop version took 117.727919 seconds\n",
      "No loop version took 0.565909 seconds\n"
     ]
    }
   ],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "  \"\"\"\n",
    "  Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "  \"\"\"\n",
    "  import time\n",
    "  tic = time.time()\n",
    "  f(*args)\n",
    "  toc = time.time()\n",
    "  return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print ('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print ('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print ('No loop version took %f seconds' % no_loop_time)\n",
    "\n",
    "# you should see significantly faster performance with the fully vectorized implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "\n",
    "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "pass\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print 'k = %d, accuracy = %f' % (k, accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "  accuracies = k_to_accuracies[k]\n",
    "  plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 1\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)"
   ]
  }
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